Production project
Cost and Latency Optimization Project
Optimize an inference service against workload quality tail-latency throughput reliability capacity and unit-economic constraints.
Project evidence
0/3 milestones · rubric 0% · pass 70%
Workload model
A workload profile covering arrivals token lengths priorities deadlines and quality requirements.
Acceptance criteria
- Average and tail demand are represented separately
- Workload classes have explicit service targets
Use: context · drivers · decision · alternatives · consequences · risks · validation · rollback · evidence
Serving experiment
A controlled comparison of batching caching routing quantization and scaling alternatives.
Acceptance criteria
- Experiments hold workload and quality criteria constant
- Queue time execution time throughput and cost are reported
Use: context · drivers · decision · alternatives · consequences · risks · validation · rollback · evidence
Capacity and rollback plan
A capacity plan with headroom saturation signals degradation modes rollback and cost ownership.
Acceptance criteria
- Scaling uses workload-relevant metrics instead of CPU alone
- Degradation preserves critical requests and bounds spend
Use: context · drivers · decision · alternatives · consequences · risks · validation · rollback · evidence
Criterion-level self-assessment
Project rubric
Architecture coherence
Architecture coherence for Cost and Latency Optimization Project is explicit, testable, and connected to submitted evidence. · weight 20%
Current level: Missing or contradicted by the submitted evidence.
Implementation evidence
Implementation evidence for Cost and Latency Optimization Project is explicit, testable, and connected to submitted evidence. · weight 15%
Current level: Missing or contradicted by the submitted evidence.
Evaluation quality
Evaluation quality for Cost and Latency Optimization Project is explicit, testable, and connected to submitted evidence. · weight 20%
Current level: Missing or contradicted by the submitted evidence.
Operational readiness
Operational readiness for Cost and Latency Optimization Project is explicit, testable, and connected to submitted evidence. · weight 15%
Current level: Missing or contradicted by the submitted evidence.
Security and privacy
Security and privacy for Cost and Latency Optimization Project is explicit, testable, and connected to submitted evidence. · weight 20%
Current level: Missing or contradicted by the submitted evidence.
Decision communication
Decision communication for Cost and Latency Optimization Project is explicit, testable, and connected to submitted evidence. · weight 10%
Current level: Missing or contradicted by the submitted evidence.
Portable evidence
Attach project records
Text, HTTPS links, repository paths, and imported Markdown/JSON/text are stored locally and included in exports.
Project review checklist
Unresolved risks
One risk per line. A passing score does not erase open risk.